Reviews: How degenerate is the parametrization of neural networks with the ReLU activation function?
–Neural Information Processing Systems
I read the author response and other reviews. The author response provides nice additional demonstration about the implication of connecting the two problems via inverse stability. This is an interesting and potentially important paper for a future research on this topic. This paper explains the definition of the inverse stability, proves its implication for neural network optimization, provides failure modes of having the inverse stability, and proves the inverse stability for a simple one-hidden layer network with a single output. Originality: The paper definitely provides a very interesting and unique research direction.
Neural Information Processing Systems
Jan-21-2025, 06:53:51 GMT
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